Over a two-month period, Simcoe focused on enhancing documentation clarity and accuracy across the openai/openai-cookbook and openai/codex repositories. Working primarily with Jupyter Notebook and Markdown, Simcoe corrected a misleading code example in the How_to_use_guardrails notebook to clearly distinguish between bad and good requests, reducing user confusion and support overhead. In openai/codex, Simcoe updated configuration documentation by replacing outdated server terminology, aligning the docs with current deployment practices and improving onboarding for new developers. The work was documentation-focused, with no functional code changes, demonstrating attention to detail and a commitment to improving knowledge transfer within technical teams.